{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow_datasets as tfds\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from scipy.stats import pearsonr\n",
    "import scipy.stats as st\n",
    "\n",
    "from plot.scatter import scatter_plot, _set_axis_config\n",
    "from plot.summary import summary_plot\n",
    "from plot.colors import green_gold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = tfds.load(name='higgs', split='train')\n",
    "feature_names = list(dataset.output_shapes.keys())[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "attributions  = np.load('attributions.npy')\n",
    "interactions  = np.load('interactions.npy')\n",
    "input_samples = np.load('input_samples.npy')\n",
    "pred_output   = np.load('pred_output.npy')\n",
    "true_labels   = np.load('true_labels.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "m_wbb = input_samples[:, feature_names.index('m_wbb')]\n",
    "m_wwbb = input_samples[:, feature_names.index('m_wwbb')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_names.index('m_wbb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_names.index('m_wwbb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.8990349664316752, 0.0)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pearsonr(m_wbb, m_wwbb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linear_model = LinearRegression()\n",
    "linear_model.fit(m_wbb.reshape(-1, 1), m_wwbb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2: 0.8083, MSE: 1.9928\n"
     ]
    }
   ],
   "source": [
    "m_wwbb_pred = linear_model.predict(m_wbb.reshape(-1, 1))\n",
    "residuals = m_wwbb - m_wwbb_pred\n",
    "squared_residuals = np.square(residuals)\n",
    "mse = np.mean(squared_residuals)\n",
    "r_squared = linear_model.score(m_wbb.reshape(-1, 1), m_wwbb)\n",
    "print('R^2: {:.4f}, MSE: {:.4f}'.format(r_squared, mse))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_x = np.linspace(np.min(m_wbb), np.max(m_wbb), num=100)\n",
    "model_y = linear_model.predict(model_x.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def customize_axis(ax, xlabel, ylabel, title, ax_below=True):\n",
    "    _set_axis_config(ax, [0.2, 0.2, 1.0, 1.0])\n",
    "    ax.grid(linewidth=0.5)\n",
    "    ax.set_axisbelow(ax_below)\n",
    "    ax.tick_params(length=6, labelsize=12)\n",
    "    ax.set_xlabel(xlabel, fontsize=14)\n",
    "    ax.set_ylabel(ylabel, fontsize=14)\n",
    "    ax.set_title(title, fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fd0d409d4d0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=m_wbb,\n",
    "            y=m_wwbb,\n",
    "            c=true_labels,\n",
    "            s=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fd0942bda10>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=attributions[:, feature_names.index('m_wbb')],\n",
    "            y=attributions[:, feature_names.index('m_wwbb')],\n",
    "            c=interactions[:, feature_names.index('m_wbb'), feature_names.index('m_wwbb')],\n",
    "            s=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(3, 2, figsize=(16, 15))\n",
    "ax = axs[0, 0]\n",
    "ax.scatter(x=m_wbb,\n",
    "           y=m_wwbb,\n",
    "           s=6,\n",
    "           alpha=0.5)\n",
    "ax.plot(model_x,\n",
    "        model_y,\n",
    "        c='firebrick')\n",
    "customize_axis(ax, 'm_wbb', 'm_wwbb', 'Regression plot between the top two features')\n",
    "\n",
    "ax = axs[0, 1]\n",
    "ax.scatter(x=m_wbb,\n",
    "           y=residuals,\n",
    "           s=6,\n",
    "           alpha=0.5,\n",
    "           c=pred_output,\n",
    "           cmap=green_gold())\n",
    "ax.plot(model_x,\n",
    "        np.zeros(model_x.shape),\n",
    "        c='firebrick')\n",
    "customize_axis(ax, 'm_wbb', 'residuals', 'Residuals of the regression line')\n",
    "\n",
    "ax = axs[1, 0]\n",
    "ax.scatter(x=residuals,\n",
    "           y=interactions[:, feature_names.index('m_wbb'), feature_names.index('m_wwbb')],\n",
    "           s=6,\n",
    "           alpha=0.5,\n",
    "           c=input_samples[:, feature_names.index('m_wbb')],\n",
    "           cmap=green_gold())\n",
    "customize_axis(ax, 'residuals', 'interactions', 'Residuals vs. interactions of m_wbb and m_wwbb')\n",
    "xlim = ax.get_xlim()\n",
    "ylim = ax.get_ylim()\n",
    "\n",
    "ax = axs[1, 1]\n",
    "x = residuals\n",
    "y = interactions[:, feature_names.index('m_wbb'), feature_names.index('m_wwbb')]\n",
    "xx, yy = np.mgrid[xlim[0]:xlim[1]:100j, ylim[0]:ylim[1]:100j]\n",
    "positions = np.vstack([xx.ravel(), yy.ravel()])\n",
    "values = np.vstack([x, y])\n",
    "kernel = st.gaussian_kde(values)\n",
    "f = np.reshape(kernel(positions).T, xx.shape)\n",
    "cfset = ax.contourf(xx, yy, np.log(f + 0.1), cmap='Blues')\n",
    "customize_axis(ax, 'residuals', 'interactions', 'Log density plot of residuals vs. interactions', False)\n",
    "\n",
    "\n",
    "ax = axs[2, 0]\n",
    "ax.scatter(x=residuals,\n",
    "           y=attributions[:, feature_names.index('m_wwbb')],\n",
    "           s=6,\n",
    "           alpha=0.5)\n",
    "customize_axis(ax, 'residuals', 'attribution to m_wwbb', 'Attributions vs. Residuals')\n",
    "\n",
    "ax = axs[2, 1]\n",
    "ax.scatter(x=residuals,\n",
    "           y=attributions[:, feature_names.index('m_wbb')],\n",
    "           s=6,\n",
    "           alpha=0.5)\n",
    "customize_axis(ax, 'residuals', 'attribution to m_wbb', 'Attributions vs. Residuals')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normal evaluation:\n",
    "```\n",
    "Evaluating model with flip indices set to False\n",
    "---------- Train Set ----------\n",
    "100000/100000 - 1351s - loss: 0.4814 - binary_accuracy: 0.7710 - auc: 0.8622\n",
    "---------- Vald Set ----------\n",
    "5000/5000 - 114s - loss: 0.4827 - binary_accuracy: 0.7706 - auc: 0.8615\n",
    "```\n",
    "\n",
    "### Flipped Evaluation:\n",
    "```\n",
    "Evaluating model with flip indices set to True\n",
    "---------- Train Set ----------\n",
    "100000/100000 - 1355s - loss: 0.5531 - binary_accuracy: 0.7221 - auc: 0.8044\n",
    "---------- Vald Set ----------\n",
    "5000/5000 - 113s - loss: 0.5535 - binary_accuracy: 0.7218 - auc: 0.8042\n",
    "```\n",
    "\n",
    "Hmmm... definitely didn't observe the pattern I was hoping for. Still interesting though!"
   ]
  }
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